Looking for data file at: /Users/katejohnson/Documents/Other/Northeastern/CS6140/Course Project/cs6140-course-project/processed_data/final_processed_data.csv Dataset Overview: ================================================================================ Shape: (613, 8) Features: - Year: float64 (Missing: 0) - Month: float64 (Missing: 0) - Hydroelectric Power: float64 (Missing: 0) - Solar Energy: float64 (Missing: 0) - Wind Energy: float64 (Missing: 0) - Geothermal Energy: float64 (Missing: 0) - Biomass Energy: float64 (Missing: 0) - Total Renewable Energy: float64 (Missing: 0)
Normality Test Results:
| statistic | p_value | |
|---|---|---|
| Year | 409.837029 | 1.011626e-89 |
| Month | 469.167425 | 1.323086e-102 |
| Hydroelectric Power | NaN | NaN |
| Solar Energy | 174.988568 | 1.003957e-38 |
| Wind Energy | NaN | NaN |
| Geothermal Energy | 5325.538313 | 0.000000e+00 |
| Biomass Energy | NaN | NaN |
| Total Renewable Energy | 46.595575 | 7.619025e-11 |
Highly Correlated Feature Pairs (|correlation| > 0.8): Year - Solar Energy: 0.827 Year - Geothermal Energy: 0.930 Solar Energy - Year: 0.827 Geothermal Energy - Year: 0.930
Available columns in dataset:
Index(['Year', 'Month', 'Hydroelectric Power', 'Solar Energy', 'Wind Energy',
'Geothermal Energy', 'Biomass Energy', 'Total Renewable Energy'],
dtype='object')
Warning: renewable_generation not found. Available columns:
Index(['Year', 'Month', 'Hydroelectric Power', 'Solar Energy', 'Wind Energy',
'Geothermal Energy', 'Biomass Energy', 'Total Renewable Energy'],
dtype='object')
Feature Importance Rankings:
None
Principal Component Loadings:
| PC1 | PC2 | PC3 | PC4 | PC5 | PC6 | PC7 | PC8 | |
|---|---|---|---|---|---|---|---|---|
| Year | 5.876726e-01 | 1.950889e-02 | 7.680819e-02 | -2.376770e-01 | 7.693312e-01 | 4.893183e-33 | -5.756718e-17 | -1.924235e-16 |
| Month | 5.166614e-03 | 8.877180e-01 | -4.592721e-01 | -2.993566e-02 | 1.014670e-02 | -4.081425e-33 | -9.155562e-17 | -1.556198e-17 |
| Hydroelectric Power | 6.938894e-18 | -8.326673e-17 | -1.110223e-16 | 1.110223e-16 | 3.330669e-16 | -2.436590e-17 | 2.866481e-01 | 9.580359e-01 |
| Solar Energy | 5.461301e-01 | 7.722898e-02 | 9.875103e-02 | 8.086565e-01 | -1.791662e-01 | -2.626447e-33 | 1.374089e-17 | 7.405168e-17 |
| Wind Energy | -0.000000e+00 | 0.000000e+00 | -0.000000e+00 | -0.000000e+00 | 0.000000e+00 | -1.110215e-16 | 9.580359e-01 | -2.866481e-01 |
| Geothermal Energy | 5.721294e-01 | 3.289291e-02 | 9.144373e-02 | -5.364555e-01 | -6.127312e-01 | -2.807496e-33 | 4.121389e-17 | 1.375242e-16 |
| Biomass Energy | -0.000000e+00 | 0.000000e+00 | -0.000000e+00 | -0.000000e+00 | 0.000000e+00 | 1.000000e+00 | 2.220446e-16 | -5.551115e-17 |
| Total Renewable Energy | -1.703647e-01 | 4.522497e-01 | 8.746747e-01 | -3.006059e-02 | 2.205669e-02 | 6.457784e-34 | -3.749220e-17 | -1.622267e-17 |